{"id":"W3137113787","doi":"10.2196/22296","title":"Electronic Health Records–Based Cardio-Oncology Registry for Care Gap Identification and Pragmatic Research: Procedure and Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Chemotherapy-induced cardiotoxicity and mitigation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Cancer Prevention and Research Institute of Texas","keywords":"Medicine; Ejection fraction; Heart failure; Internal medicine; Cardiomyopathy; Population; Observational study; Cardiology; Medical record; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03443091,0.0009123842,0.001556705,0.003833487,0.001640652,0.002218327,0.002175385,0.001230799,0.002798257],"category_scores_gemma":[0.08892929,0.001345568,0.002228736,0.00672461,0.001557773,0.003117175,0.004498657,0.001589637,0.001101709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004234361,"about_ca_system_score_gemma":0.01303152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01203255,"about_ca_topic_score_gemma":0.01036458,"domain_scores_codex":[0.9437188,0.03314128,0.008310548,0.005514462,0.007380379,0.00193454],"domain_scores_gemma":[0.9058362,0.03017544,0.03650961,0.01244558,0.01254992,0.002483308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001709651,0.002908435,0.9740214,0.001128511,0.0008869131,0.0002371491,0.002217331,0.000382447,0.0001482485,0.001332708,0.003751938,0.0112754],"study_design_scores_gemma":[0.005479022,0.006348463,0.950479,0.002082218,0.002088138,0.001323986,0.00776254,0.009220953,0.000733683,0.001692363,0.01257996,0.0002096622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9471042,0.001049538,0.01204652,0.0007669512,0.00006845345,0.02539965,0.01086803,0.00006953581,0.00262711],"genre_scores_gemma":[0.939638,0.0004083553,0.01437148,0.001085756,0.00010797,0.03530351,0.008699006,0.00004178032,0.000344237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03443091,"threshold_uncertainty_score":0.1820902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.146941825856221,"score_gpt":0.4367194593185264,"score_spread":0.2897776334623054,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}